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response_wrappers.py
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464 lines (390 loc) · 14.8 KB
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"""Wrappers for OpenAI Responses API streams and stream managers."""
from __future__ import annotations
import logging
from contextlib import AsyncExitStack, ExitStack, contextmanager
from types import TracebackType
from typing import TYPE_CHECKING, Callable, Generator, Generic, TypeVar
from opentelemetry.util.genai.handler import TelemetryHandler
from opentelemetry.util.genai.types import Error, LLMInvocation
# OpenAI Responses internals are version-gated (added in openai>=1.66.0), so
# pylint may not resolve them in all lint environments even though we guard
# runtime usage with ImportError fallbacks below.
try:
from openai.lib.streaming.responses._events import ( # pylint: disable=no-name-in-module
ResponseCompletedEvent,
)
from openai.types.responses import ( # pylint: disable=no-name-in-module
ResponseCreatedEvent,
ResponseErrorEvent,
ResponseFailedEvent,
ResponseIncompleteEvent,
ResponseInProgressEvent,
)
_RESPONSE_EVENTS_WITH_RESPONSE = (
ResponseCreatedEvent,
ResponseInProgressEvent,
ResponseFailedEvent,
ResponseIncompleteEvent,
ResponseCompletedEvent,
)
except ImportError:
ResponseCompletedEvent = None
ResponseCreatedEvent = None
ResponseErrorEvent = None
ResponseFailedEvent = None
ResponseIncompleteEvent = None
ResponseInProgressEvent = None
_RESPONSE_EVENTS_WITH_RESPONSE = ()
try:
from opentelemetry.instrumentation.openai_v2.response_extractors import ( # pylint: disable=no-name-in-module
_set_invocation_response_attributes,
)
except ImportError:
_set_invocation_response_attributes = None
if TYPE_CHECKING:
from openai.lib.streaming.responses._events import ( # pylint: disable=no-name-in-module
ResponseStreamEvent,
)
from openai.lib.streaming.responses._responses import (
AsyncResponseStream,
AsyncResponseStreamManager,
ResponseStream,
ResponseStreamManager,
) # pylint: disable=no-name-in-module
from openai.types.responses import ( # pylint: disable=no-name-in-module
ParsedResponse,
Response,
)
_logger = logging.getLogger(__name__)
TextFormatT = TypeVar("TextFormatT")
ResponseT = TypeVar("ResponseT")
def _set_response_attributes(
invocation: "LLMInvocation",
result: "ParsedResponse[TextFormatT] | Response | None",
capture_content: bool,
) -> None:
if _set_invocation_response_attributes is None:
return
_set_invocation_response_attributes(invocation, result, capture_content)
def _get_stream_response(stream):
try:
return stream._response
except AttributeError:
try:
return stream.response
except AttributeError:
return None
class _ResponseProxy(Generic[ResponseT]):
def __init__(self, response: ResponseT, finalize: Callable[[], None]):
self._response = response
self._finalize = finalize
def close(self) -> None:
try:
self._response.close()
finally:
self._finalize()
def __getattr__(self, name: str):
return getattr(self._response, name)
class _AsyncResponseProxy(Generic[ResponseT]):
def __init__(self, response: ResponseT, finalize: Callable[[], None]):
self._response = response
self._finalize = finalize
async def aclose(self) -> None:
try:
await self._response.aclose()
finally:
self._finalize()
def __getattr__(self, name: str):
return getattr(self._response, name)
class ResponseStreamWrapper(Generic[TextFormatT]):
"""Wrapper for OpenAI Responses API stream objects.
Wraps ResponseStream from the OpenAI SDK:
https://github.com/openai/openai-python/blob/656e3cab4a18262a49b961d41293367e45ee71b9/src/openai/_streaming.py#L55
"""
def __init__(
self,
stream: "ResponseStream[TextFormatT]",
handler: TelemetryHandler,
invocation: "LLMInvocation",
capture_content: bool,
):
self.stream = stream
self.handler = handler
self.invocation = invocation
self._capture_content = capture_content
self._finalized = False
def __enter__(self) -> "ResponseStreamWrapper":
return self
def __exit__(
self,
exc_type: type[BaseException] | None,
exc_val: BaseException | None,
exc_tb: TracebackType | None,
) -> bool:
try:
if exc_type is not None:
self._fail(
str(exc_val), type(exc_val) if exc_val else Exception
)
finally:
self.close()
return False
def close(self) -> None:
try:
self.stream.close()
finally:
self._stop(None)
def __iter__(self) -> "ResponseStreamWrapper":
return self
def __next__(self) -> "ResponseStreamEvent[TextFormatT]":
try:
event = next(self.stream)
except StopIteration:
self._stop(None)
raise
except Exception as error:
self._fail(str(error), type(error))
raise
with self._safe_instrumentation("event processing"):
self.process_event(event)
return event
def get_final_response(self) -> "ParsedResponse[TextFormatT]":
self.until_done()
return self.stream.get_final_response()
def until_done(self) -> "ResponseStreamWrapper":
for _ in self:
pass
return self
def parse(self) -> "ResponseStreamWrapper":
raise NotImplementedError(
"ResponseStreamWrapper.parse() is not implemented"
)
# TODO: Replace __getattr__ passthrough with wrapt.ObjectProxy in a future
# cleanup once wrapt 2 typing support is available (wrapt PR #3903).
def __getattr__(self, name: str):
return getattr(self.stream, name)
@property
def response(self):
response = _get_stream_response(self.stream)
if response is None:
return None
return _ResponseProxy(response, lambda: self._stop(None))
def _stop(
self, result: "ParsedResponse[TextFormatT] | Response | None"
) -> None:
if self._finalized:
return
with self._safe_instrumentation("response attribute extraction"):
_set_response_attributes(
self.invocation, result, self._capture_content
)
with self._safe_instrumentation("stop_llm"):
self.handler.stop_llm(self.invocation)
self._finalized = True
def _fail(self, message: str, error_type: type[BaseException]) -> None:
if self._finalized:
return
with self._safe_instrumentation("fail_llm"):
self.handler.fail_llm(
self.invocation, Error(message=message, type=error_type)
)
self._finalized = True
@staticmethod
@contextmanager
def _safe_instrumentation(context: str) -> Generator[None, None, None]:
try:
yield
except Exception: # pylint: disable=broad-exception-caught
_logger.debug(
"OpenAI responses instrumentation error during %s",
context,
exc_info=True,
stacklevel=2,
)
def process_event(self, event: "ResponseStreamEvent[TextFormatT]") -> None:
event_type = event.type
response: "ParsedResponse[TextFormatT] | Response | None" = None
if isinstance(event, _RESPONSE_EVENTS_WITH_RESPONSE):
response = event.response
if response and not self.invocation.request_model:
model = response.model
if model:
self.invocation.request_model = model
if isinstance(event, ResponseCompletedEvent):
self._stop(response)
return
if isinstance(event, (ResponseFailedEvent, ResponseIncompleteEvent)):
with self._safe_instrumentation("response attribute extraction"):
_set_response_attributes(
self.invocation, response, self._capture_content
)
self._fail(event_type, RuntimeError)
return
if isinstance(event, ResponseErrorEvent):
error_type = event.code or "response.error"
message = event.message or error_type
self._fail(message, RuntimeError)
class ResponseStreamManagerWrapper(Generic[TextFormatT]):
"""Wrapper for OpenAI Responses API stream managers.
Wraps ResponseStreamManager from the OpenAI SDK:
https://github.com/openai/openai-python/blob/656e3cab4a18262a49b961d41293367e45ee71b9/src/openai/lib/streaming/responses/_responses.py#L95
"""
def __init__(
self,
manager: "ResponseStreamManager[TextFormatT]",
handler: TelemetryHandler,
invocation: "LLMInvocation",
capture_content: bool,
):
self._manager = manager
self._handler = handler
self._invocation = invocation
self._capture_content = capture_content
self._stream_wrapper: ResponseStreamWrapper[TextFormatT] | None = None
def __enter__(self) -> ResponseStreamWrapper[TextFormatT]:
stream = self._manager.__enter__()
self._stream_wrapper = ResponseStreamWrapper(
stream,
self._handler,
self._invocation,
self._capture_content,
)
return self._stream_wrapper
def __exit__(
self,
exc_type: type[BaseException] | None,
exc_val: BaseException | None,
exc_tb: TracebackType | None,
) -> bool:
suppressed = False
stream_wrapper = self._stream_wrapper
self._stream_wrapper = None
with ExitStack() as cleanup:
if stream_wrapper is not None:
def finalize_stream_wrapper() -> None:
if suppressed:
stream_wrapper.__exit__(None, None, None)
else:
stream_wrapper.__exit__(exc_type, exc_val, exc_tb)
cleanup.callback(finalize_stream_wrapper)
suppressed = self._manager.__exit__(exc_type, exc_val, exc_tb)
return suppressed
def parse(self) -> "ResponseStreamManagerWrapper[TextFormatT]":
raise NotImplementedError(
"ResponseStreamManagerWrapper.parse() is not implemented"
)
# TODO: Replace __getattr__ passthrough with wrapt.ObjectProxy in a future
# cleanup once wrapt 2 typing support is available (wrapt PR #3903).
def __getattr__(self, name: str):
return getattr(self._manager, name)
class AsyncResponseStreamWrapper(ResponseStreamWrapper[TextFormatT]):
"""Wrapper for async OpenAI Responses API stream objects."""
stream: "AsyncResponseStream[TextFormatT]"
async def __aenter__(self) -> "AsyncResponseStreamWrapper[TextFormatT]":
return self
async def __aexit__(
self,
exc_type: type[BaseException] | None,
exc_val: BaseException | None,
exc_tb: TracebackType | None,
) -> bool:
try:
if exc_type is not None:
self._fail(
str(exc_val), type(exc_val) if exc_val else Exception
)
finally:
await self.close()
return False
async def close(self) -> None:
try:
await self.stream.close()
finally:
self._stop(None)
def __aiter__(self) -> "AsyncResponseStreamWrapper[TextFormatT]":
return self
async def __anext__(self) -> "ResponseStreamEvent[TextFormatT]":
try:
event = await self.stream.__anext__()
except StopAsyncIteration:
self._stop(None)
raise
except Exception as error:
self._fail(str(error), type(error))
raise
with self._safe_instrumentation("event processing"):
self.process_event(event)
return event
async def get_final_response(self) -> "ParsedResponse[TextFormatT]":
await self.until_done()
return await self.stream.get_final_response()
async def until_done(self) -> "AsyncResponseStreamWrapper[TextFormatT]":
async for _ in self:
pass
return self
def parse(self) -> "AsyncResponseStreamWrapper[TextFormatT]":
raise NotImplementedError(
"AsyncResponseStreamWrapper.parse() is not implemented"
)
@property
def response(self):
response = _get_stream_response(self.stream)
if response is None:
return None
return _AsyncResponseProxy(response, lambda: self._stop(None))
class AsyncResponseStreamManagerWrapper(Generic[TextFormatT]):
"""Wrapper for async OpenAI Responses API stream managers."""
def __init__(
self,
manager: "AsyncResponseStreamManager[TextFormatT]",
handler: TelemetryHandler,
invocation: "LLMInvocation",
capture_content: bool,
):
self._manager = manager
self._handler = handler
self._invocation = invocation
self._capture_content = capture_content
self._stream_wrapper: (
AsyncResponseStreamWrapper[TextFormatT] | None
) = None
async def __aenter__(self) -> AsyncResponseStreamWrapper[TextFormatT]:
stream = await self._manager.__aenter__()
self._stream_wrapper = AsyncResponseStreamWrapper(
stream,
self._handler,
self._invocation,
self._capture_content,
)
return self._stream_wrapper
async def __aexit__(
self,
exc_type: type[BaseException] | None,
exc_val: BaseException | None,
exc_tb: TracebackType | None,
) -> bool:
suppressed = False
stream_wrapper = self._stream_wrapper
self._stream_wrapper = None
async with AsyncExitStack() as cleanup:
if stream_wrapper is not None:
async def finalize_stream_wrapper() -> None:
if suppressed:
await stream_wrapper.__aexit__(None, None, None)
else:
await stream_wrapper.__aexit__(
exc_type, exc_val, exc_tb
)
cleanup.push_async_callback(finalize_stream_wrapper)
suppressed = await self._manager.__aexit__(
exc_type, exc_val, exc_tb
)
return suppressed
def parse(self) -> "AsyncResponseStreamManagerWrapper[TextFormatT]":
raise NotImplementedError(
"AsyncResponseStreamManagerWrapper.parse() is not implemented"
)
# TODO: Replace __getattr__ passthrough with wrapt.ObjectProxy in a future
# cleanup once wrapt 2 typing support is available (wrapt PR #3903).
def __getattr__(self, name: str):
return getattr(self._manager, name)